## Episode Summary

In this episode, we cover:

- **Accelerating Data Processing with NVIDIA Multi-Instance GPU and NUMA Node Localization** (nvidia_dev)

- [Read more](https://developer.nvidia.com/blog/accelerating-data-processing-with-nvidia-multi-instance-gpu-and-numa-node-localization/)

- **Scaling NVFP4 Inference for FLUX.2 on NVIDIA Blackwell Data Center GPUs** (nvidia_dev)

- [Read more](https://developer.nvidia.com/blog/scaling-nvfp4-inference-for-flux-2-on-nvidia-blackwell-data-center-gpus/)

- **AWS Integrates AI Infrastructure with NVIDIA NVLink Fusion for Trainium4 Deployment** (nvidia_dev)

- [Read more](https://developer.nvidia.com/blog/aws-integrates-ai-infrastructure-with-nvidia-nvlink-fusion-for-trainium4-deployment/)

- **AWS Trainium3 Deep Dive | A Potential Challenger Approaching** (semianalysis)

- [Read more](https://newsletter.semianalysis.com/p/aws-trainium3-deep-dive-a-potential)

- **New Software and Model Optimizations Supercharge NVIDIA DGX Spark** (nvidia_dev)

- [Read more](https://developer.nvidia.com/blog/new-software-and-model-optimizations-supercharge-nvidia-dgx-spark/)

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